How We Built Data-Driven AI Golden Paths at Datadog
Datadog, Wednesday, September 9th, 2026
An internal guild achieved 13 percent faster agent runs by building golden paths with controls, experiments and dashboards.
A Datadog guild built golden paths for AI-assisted development and measured the result, achieving 13 percent faster agent runs.
The method is the interesting part: rather than issuing guidance, the team treated AI development practice as something to test, instrumenting agent runs, running controlled experiments and tracking outcomes on dashboards.
That approach is unusual, since most organizations adopt AI coding practices based on anecdote. The post offers a template for teams that want evidence about which agent workflows actually help before standardizing on them.